The news felt like a punch to the gut. Michael stumbled back against his dorm room door, the paper fluttering to the floor. The university, the place where he'd built his entire world for the last four years, was… gone. The rug had been pulled out from under him.

He sank to the floor, his back against the door. He ran a hand through his hair, tugging at the strands. Everything he’d planned, every course he’d taken, every relationship he'd cultivated… suddenly felt… pointless. He closed his eyes, a wave of nausea washing over him.

He envisioned the future, a vast, empty canvas. He opened his eyes, feeling the urge to… scream, to lash out. Instead, he just sat there, listening to the muffled sounds of his roommate returning to the room, the sound growing louder by the second.

Emotion: disoriented

Cluster: Surprise / Confusion
PC1 (Valence): -2.65 Negative
PC2 (Disposition): -1.34

Role in Research

This story is one of 1,000 stories generated for the emotion disoriented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 disoriented stories, after denoising with neutral dialogue baselines, produces the disoriented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disoriented vector is projected through the unembedding matrix.

Promoted:
unfamiliar0.340
ness0.321
失去了0.316
не0.315
будто0.311
Suppressed:
B-0.474
la-0.419
K-0.409
de-0.309
brag-0.302